Sarah threw the card onto the counter with a loud *thump*. Her cheeks flushed with a heat she couldn’t quite control. Who would even think to send something like this? It was an insult.

She paced around the living room, her hands clenched into fists. She felt a strange buzzing in her ears. She stopped, staring at her reflection in the window. The card itself, she realized, was a symbol. A symbol of thoughtlessness.

She sat down on the sofa, feeling the tension drain from her body. The thoughtless affront was not the problem. The problem was… something else, something deeper. She had to take a breath and think.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256